Nature Genetics · 2025 · 16 citations · 66 references
MedicineCancer BiologyOncologyMolecular OncologyTumor HeterogeneityTumor ProgressionCancer EpigeneticsCancer GenomicsCancer ProgressionChromatin ArchitectureGenome CompartmentalizationThree-dimensional Genome Organization3D Chromatin ArchitectureCancer Heterogeneity AnalysisCell-to-cell HeterogeneityGenome-wide Chromatin MappingIntratumor HeterogeneityLung AdenocarcinomaSingle-cell Tumor GenomicsTumor Progression Dynamics
Although three-dimensional (3D) genome structures are altered in cancer, it remains unclear how these changes evolve and diversify during cancer progression. Leveraging genome-wide chromatin tracing to visualize 3D genome folding directly in tissues, we generated 3D genome cancer atlases of oncogenic Kras-driven mouse lung adenocarcinoma (LUAD) and pancreatic ductal adenocarcinoma. Here we define nonmonotonic, stage-specific alterations in 3D genome compaction, heterogeneity and compartmentalization as cancers progress from normal to preinvasive and ultimately to invasive tumors, discovering a potential structural bottleneck in early tumor progression. Remarkably, 3D genome architectures distinguish morphologic cancer states in single cells, despite considerable cell-to-cell heterogeneity. Analyses of genome compartmentalization changes not only showed that compartment-associated genes are more homogeneously regulated but also elucidated prognostic and dependency genes in LUAD, as well as an unexpected role for Rnf2 in 3D genome regulation. Our results highlight the power of single-cell 3D genome mapping to identify diagnostic, prognostic and therapeutic biomarkers in cancer.
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An integrated encyclopedia of DNA elements in the human genome
UMAP: Uniform Manifold Approximation and Projection
Leland McInnes, John Healy, Nathaniel Saul et al. · The Journal of Open Source Software · 2018 · 9.6K citations · Full text
From Louvain to Leiden: guaranteeing well-connected communities
Nees Jan van Eck · Scientific Reports · 2019 · 5.2K citations · Full text